{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "------------------------------\n",
      "首个交易日：\t2019.03.04 13:34\n",
      "最后交易日：\t2020.02.21 09:44\n",
      "总交易日：\t143\n",
      "盈利交易日：\t93\n",
      "亏损交易日：\t41\n",
      "胜率：\t65.03%\n",
      "起始资金：\t10,000.00\n",
      "结束资金：\t22,850.00\n",
      "总收益率：\t128.50%\n",
      "年化收益：\t215.66%\n",
      "最大回撤: \t-330.00\n",
      "百分比最大回撤: -3.15%\n",
      "总盈亏：\t12,850.00\n",
      "日均盈亏：\t89.86\n",
      "总成交笔数：\t143\n",
      "平均利润：\t179.72\n",
      "日均收益率：\t0.55%\n",
      "收益标准差：\t1.28%\n",
      "夏普比率：\t6.64\n",
      "收益回撤比：\t40.77\n",
      "日均成交笔数：\t1.0\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x1512 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import ft2\n",
    "ft2.backtesting(r'C:\\Users\\Administrator\\Documents\\rb200937.xlsx')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "pip install ft2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import ft2\n",
    "ft2.txt_tb(r'C:\\Users\\Administrator\\Documents\\rb2019.csv',r'C:\\Users\\Administrator\\Documents\\2019.csv')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
